Fixes for failing test

src/mlpack/methods/ann/layer/base_layer.hpp

@@ -27,6 +27,7 @@
 #include <mlpack/methods/ann/activation_functions/elliot_function.hpp>
 #include <mlpack/methods/ann/activation_functions/elish_function.hpp>
 #include <mlpack/methods/ann/activation_functions/gaussian_function.hpp>
+#include <mlpack/methods/ann/activation_functions/hard_swish_function.hpp>
 
 namespace mlpack {
 namespace ann /** Artificial Neural Network. */ {
@@ -50,6 +51,7 @@ namespace ann /** Artificial Neural Network. */ {
  *  - ELiSHLayer
  *  - ElliotLayer
  *  - GaussianLayer
+ *  - HardSwishLayer
  *
  * @tparam ActivationFunction Activation function used for the embedding layer.
  * @tparam InputDataType Type of the input data (arma::colvec, arma::mat,
@@ -277,6 +279,17 @@ template <
 using GaussianFunctionLayer = BaseLayer<
     ActivationFunction, InputDataType, OutputDataType>;
 
+/**
+ * Standard HardSwish-Layer using the HardSwish activation function.
+ */
+template <
+    class ActivationFunction = HardSwishFunction,
+    typename InputDataType = arma::mat,
+    typename OutputDataType = arma::mat
+>
+using HardSwishFunctionLayer = BaseLayer<
+    ActivationFunction, InputDataType, OutputDataType>;
+
 } // namespace ann
 } // namespace mlpack
 

src/mlpack/tests/activation_functions_test.cpp

@@ -32,6 +32,7 @@
 #include <mlpack/methods/ann/activation_functions/spline_function.hpp>
 #include <mlpack/methods/ann/activation_functions/poisson1_function.hpp>
 #include <mlpack/methods/ann/activation_functions/gaussian_function.hpp>
+#include <mlpack/methods/ann/activation_functions/hard_swish_function.hpp>
 
 #include "catch.hpp"
 
@@ -1143,14 +1144,15 @@ TEST_CASE("HardSwishFunctionTest", "[ActivationFunctionsTest]")
   // Randomly generated data.
   const arma::colvec activationData("3.6544 -1.9714 -5.2277 1.5448 2.1164");
 
-  // Calculated from torch.nn.Hardswish.
-  const arma::colvec desiredActivations("3.6544 -0.3380 0 1.1701 1.8047");
+  // Hand Calculated Values. from torch.nn.Hardswish.
+  const arma::colvec desiredActivations("3.6544 -0.3379636 0.0 \
+                                         1.1701345 1.8047248");
 
   // Hand Calculated Values.
-  const arma::colvec desiredDerivatives("1 ");
+  const arma::colvec desiredDerivatives("1.0 0.38734546 0.5 \
+                                         0.89004483 1.1015749");
 
-  CheckSoftminActivationCorrect(activationData,
-                                desiredActivations);
-  CheckSoftminDerivativeCorrect(activationData,
-                                desiredDerivatives);
+  CheckActivationCorrect<HardSwishFunction>(activationData, desiredActivations);
+  CheckDerivativeCorrect<HardSwishFunction>
+      (desiredActivations, desiredDerivatives);
 }